due to data dropouts

USAGE SUMMARY

The phrase "due to data dropouts" is correct and usable in written English.
It can be used to explain a situation or issue that arises as a result of missing or incomplete data. Example: "The analysis was inconclusive due to data dropouts that affected the overall results."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

1 human-written examples

The black square in the May 17 IR2 image is due to data dropouts during telemetry.

Earth, Planets and Space

Human-verified similar examples from authoritative sources

Similar Expressions

59 human-written examples

In this paper we focus on networked control systems subject to data dropouts.

Automatica

Another potential limitation is that studies often use different methods for handling missing data due to dropouts, including last observation carried forward, baseline observation carried forward, multiple imputation, available data, and others.

Arthritis Research and Therapy

The last observation carried forward method (LOCF) will be used for the handling of missing data due to dropouts.

BMC Geriatrics

To compare methods for analysis of longitudinal studies with missing data due to participant dropout and follow-up truncated by death.

Journal of Clinical Epidemiology

Due to this dropout of data, we had a severe loss of statistical power with regard to our primary outcome measure (wound closure).

Acta Orthopaedica

The observation time was long for most patients but differed due to dropout of medication, dropout of clinic or, merely, treatment start just before the study period ended.

Child and Adolescent Psychiatry and Mental Health

If the reason for dropout is associated only with previously observed values of the marker (and not with unobserved values of the renal function after dropout), missing data due to dropout are said to be "missing at random" (MAR).

BMC Nephrology

Data from three participants were discarded due to signal dropouts in basal forebrain extending beyond its ventral-posterior area or excessive movement, beyond 2 mm translation or 2°.

Human Brain Mapping

As signals from sensors can often be incomplete or contain erroneous measurements due to sensor dropouts or need for recalibration respectively, the amount of clean and reliable data for performing predictive tasks becomes a real issue.

EURASIP Journal on Advances in Signal Processing

Where data were missing due to participant dropout we conducted available case analyses and recorded any issues of missing data within the assessments conducted using the Cochrane 'Risk of bias' tool.

Cochrane Database of Systematic Reviews

Expert writing Tips

Best practice

When discussing research or technical findings, clearly state the impact of "due to data dropouts" on your analysis to maintain transparency.

Common error

Avoid assuming that all issues are "due to data dropouts" without first ruling out other potential causes, such as faulty equipment or incorrect data entry. Thoroughly investigate all possibilities.

Linguistic Context

The phrase "due to data dropouts" functions as an adverbial phrase, indicating the reason or cause for a particular outcome or situation. It specifies that the data dropouts are responsible for the effect being described, similar to the way it is used in Ludwig's examples.

Expression frequency: Rare

Frequent in

Science

100%

Less common in

Formal & Business

0%

News & Media

0%

Ludwig's WRAP-UP

In summary, the phrase "due to data dropouts" is a grammatically correct and usable expression in English, primarily employed to explain issues arising from missing or incomplete data. As confirmed by Ludwig, it serves as a causal connector, most frequently appearing in formal, scientific contexts. While relatively rare, it's crucial to understand its usage to maintain clarity and transparency in research and technical writing. Alternatives such as "caused by missing data" or "resulting from incomplete data" can be used for variety.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

caused by missing data

Replaces "data dropouts" with a more general term, focusing on the absence of data as the cause.

resulting from incomplete data

Emphasizes the incompleteness of the data as the reason for the issue.

as a consequence of data loss

Highlights the loss of data as the primary factor.

attributable to data interruptions

Focuses on the interruptions in data flow, leading to dropouts.

owing to data gaps

Uses "data gaps" to describe the missing data points.

because of data unavailability

Highlights the lack of available data as the reason.

stemming from data omissions

Focuses on the omissions of data points.

arising from data deficiencies

Emphasizes the deficiencies in the data set.

linked to intermittent data

Highlights the intermittent nature of the data supply.

triggered by data discontinuity

Focuses on the discontinuity in the data stream.

FAQs

What does "due to data dropouts" mean?

The phrase "due to data dropouts" refers to situations where data is missing or lost during collection, transmission, or storage, leading to incomplete datasets and potential analytical issues.

How does "due to data dropouts" affect research outcomes?

Data dropouts can introduce bias, reduce statistical power, and compromise the validity of research findings. Careful handling and mitigation strategies are essential to minimize these effects.

What are some strategies for handling missing data "due to data dropouts"?

Common methods include imputation techniques, where missing values are estimated based on available data, and sensitivity analyses to assess the impact of missing data on results. Additionally, methods like last observation carried forward can be used.

Are there alternatives to the phrase "due to data dropouts"?

Yes, you can use alternatives such as "caused by missing data", "resulting from incomplete data", or "as a consequence of data loss", depending on the specific context.